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I came across this Kimi challenge for $0.99 and was curious if it was actually difficult. I was just free-speaking, telling the truth about where I'm at. The discount went up to $8.99, then steadily came back down. Near the end, it asked me to make it personal—and with one more message, it dropped to $0.99 and never went back up.

No, it's not broken. No, I didn't look up how to do it. I just told the truth.

That experience stuck with me because it's exactly what I'm building: honesty and reliability as the foundation. If being authentic gets an AI to trust you, imagine what happens when we build that into the models themselves.

Seven months ago, I didn't know what ls -la meant. Today, I have a provisional patent (USPTO #63/874,239), two PyPI packages, and a live web app with a quant tool and chat assistant. Technically, I've got inference ready to sell.

The core idea: treat a model like a node that can fail—Byzantine consensus engines applied to AI. A model becomes part of something larger than itself, producing CHV output in place of HHH. The result? Effectively zero hallucination output. 99.98% reliability from generative AI. Built from first principles.

This isn't just theory. It's packaged: X2

pip install dabft I'm going to keep the lid on the general/chat engine under wraps for a little longer it's got a lot of the secret sauce.

And there's a live (slightly buggy) web app to poke at with quant tools and a chat assistant: www.noteworthyendeavors.com

Backtested results:

· 17‑point accuracy improvement in alpha floor lift signal generation. · 40% drawdown reduction · 22% Sharpe ratio boost

Prior art surfaced 1.5 months after I filed. The patent covers BFT for internet search engines, MCP protocols for finance data, and more. Multiple continuations possible. And no—this isn't a "go out and stick a model in there" situation. I honestly don't even fully know what that means, but I'm pretty sure that's not what this is.

I'm at the stage where I need help—mostly web support, but also forward-thinking co-conspirators to help get this converted and approved. Open to forming an LLC with the right 1–2 people.

Industries like finance do not want this open sourced. These numbers only retain value if not everyone has them. I also want to make sure the right industries aren't exploited for lack of access.

If this sounds interesting:

owner.founder@noteworthyendeavors.com noteworthyendeavors87@gmail.com (alt)

Anyone want to see what's up? Help me change the world?